White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), 1:2 observation:pseudo-absence ratio, Full extent, non-seal (sst, tbtm, log depth, sbtm, seals, vel_mag, xbtm, evaluated using true skill staistic (tss) and area under the receiver operator curve (roc_auc)
Nowcast and Forecast Maps
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | roc_auc | tss_max |
|---|---|---|
| rf | 0.9835606 | 0.9083620 |
| bt | 0.8074050 | 0.4871134 |
| maxnet | 0.7559213 | 0.4164877 |
| gam | 0.7670181 | 0.4216781 |
| glm | 0.7205607 | 0.4178837 |
Variable Importance
